Sensor control for multi-target tracking using Cauchy-Schwarz divergence
In this paper, we propose a method for optimal stochastic sensor control, where the goal is to minimise the estimation error in multi-object tracking scenarios. Our approach is based on an information theoretic divergence measure between labelled random finite set densities. The multi-target posteri...
| Main Authors: | Beard, M., Vo, Ba-Ngu, Vo, Ba Tuong, Arulampalam, S. |
|---|---|
| Format: | Conference Paper |
| Published: |
2015
|
| Online Access: | http://hdl.handle.net/20.500.11937/26907 |
Similar Items
Void Probabilities and Cauchy-Schwarz Divergence for Generalized Labeled Multi-Bernoulli Models
by: Beard, Michael, et al.
Published: (2017)
by: Beard, Michael, et al.
Published: (2017)
The Cauchy-Schwarz Divergence for Poisson Point Processes
by: Hung, G., et al.
Published: (2015)
by: Hung, G., et al.
Published: (2015)
The Cauchy-Schwarz divergence for poisson point processes
by: Hoang, Hung Gia, et al.
Published: (2014)
by: Hoang, Hung Gia, et al.
Published: (2014)
Sensor selection for multi-target tracking via closed form Cauchy-Schwarz divergence
by: Liu, Y., et al.
Published: (2015)
by: Liu, Y., et al.
Published: (2015)
Multi-Sensor Multi-Object Tracking with the Generalized Labeled Multi-Bernoulli Filter
by: Vo, Ba-Ngu, et al.
Published: (2019)
by: Vo, Ba-Ngu, et al.
Published: (2019)
Performance Evaluation for Large-Scale Multi-Target Tracking Algorithms
by: Beard, Michael, et al.
Published: (2018)
by: Beard, Michael, et al.
Published: (2018)
OSPA(2): Using the OSPA metric to evaluate multi-target tracking performance
by: Beard, Michael, et al.
Published: (2017)
by: Beard, Michael, et al.
Published: (2017)
Multi-target tracking with merged measurements using labelled random finite sets
by: Beard, Michael, et al.
Published: (2014)
by: Beard, Michael, et al.
Published: (2014)
Bayesian multi-target tracking with merged measurements using labelled random finite sets
by: Beard, M., et al.
Published: (2015)
by: Beard, M., et al.
Published: (2015)
A random finite set conjugate prior and application to multi-target tracking
by: Vo, Ba Tuong, et al.
Published: (2011)
by: Vo, Ba Tuong, et al.
Published: (2011)
Gaussian mixture PHD and CPHD filtering with partially uniform target birth
by: Beard, Michael, et al.
Published: (2012)
by: Beard, Michael, et al.
Published: (2012)
A Solution for Large-Scale Multi-Object Tracking
by: Beard, Michael, et al.
Published: (2020)
by: Beard, Michael, et al.
Published: (2020)
Sensor management for multi-target tracking via multi-bernoulli filtering
by: Hoang, Hung, et al.
Published: (2014)
by: Hoang, Hung, et al.
Published: (2014)
A generalised labelled multi-Bernoulli filter for extended multi-target tracking
by: Beard, M., et al.
Published: (2015)
by: Beard, M., et al.
Published: (2015)
Labeled Random Finite Sets and the Bayes Multi-Target Tracking Filter
by: Vo, Ba-Ngu, et al.
Published: (2014)
by: Vo, Ba-Ngu, et al.
Published: (2014)
Challenges of multi-target tracking for space situational awareness
by: Jones, B., et al.
Published: (2015)
by: Jones, B., et al.
Published: (2015)
Towards large scale multi-target tracking
by: Vo, Ba-Ngu, et al.
Published: (2014)
by: Vo, Ba-Ngu, et al.
Published: (2014)
A Metric for Performance Evaluation of Multi-Target Tracking Algorithms
by: Ristic, B., et al.
Published: (2011)
by: Ristic, B., et al.
Published: (2011)
Multi-target Track-Before-Detect using labeled random finite set
by: Papi, F., et al.
Published: (2013)
by: Papi, F., et al.
Published: (2013)
A Partially Uniform Target Birth Model for Gaussian Mixture PHD/CPHD Filtering
by: Beard, Michael, et al.
Published: (2013)
by: Beard, Michael, et al.
Published: (2013)
Visual Tracking of Numerous Targets via Multi-Bernoulli Filtering of Image Data
by: Hoseinnezhad, R., et al.
Published: (2012)
by: Hoseinnezhad, R., et al.
Published: (2012)
The para-normal Bayes multi-target filter and the spooky effect
by: Vo, Ba Tuong, et al.
Published: (2012)
by: Vo, Ba Tuong, et al.
Published: (2012)
Bayesian integration of audio and visual information for multi-target tracking using a CB-member filter
by: Hoseinnezhad, R., et al.
Published: (2011)
by: Hoseinnezhad, R., et al.
Published: (2011)
An implementation of the multi-sensor generalized labeled multi-Bernoulli filter via Gibbs sampling
by: Vo, Ba-Ngu, et al.
Published: (2017)
by: Vo, Ba-Ngu, et al.
Published: (2017)
Multiple Extended Target Tracking With Labeled Random Finite Sets
by: Beard, M., et al.
Published: (2016)
by: Beard, M., et al.
Published: (2016)
The Cardinality Balanced Multi-Target Multi-Bernoulli Filter and Its Implementations
by: Vo, Ba Tuong, et al.
Published: (2009)
by: Vo, Ba Tuong, et al.
Published: (2009)
Multi-Object Tracking Using Labeled Multi-Bernoulli Random Finite Sets
by: Reuter, S., et al.
Published: (2014)
by: Reuter, S., et al.
Published: (2014)
Square root Gaussian mixture PHD filter for multi-target bearings only tracking
by: Wong, S., et al.
Published: (2011)
by: Wong, S., et al.
Published: (2011)
A Generalized Labeled Multi-Bernoulli filter for maneuvering targets
by: Punchihewa, Y., et al.
Published: (2016)
by: Punchihewa, Y., et al.
Published: (2016)
Bernoulli Forward-Backward Smoothing for Joint Target Detection and Tracking
by: Vo, Ba Tuong, et al.
Published: (2011)
by: Vo, Ba Tuong, et al.
Published: (2011)
Generalised labelled multi-Bernoulli forward-backward smoothing
by: Beard, M., et al.
Published: (2016)
by: Beard, M., et al.
Published: (2016)
Generalized labeled multi-Bernoulli space-object tracking with joint prediction and update
by: Jones, B., et al.
Published: (2016)
by: Jones, B., et al.
Published: (2016)
Visual Tracking in Background Subtracted Image Sequences via Multi-Bernoulli Filtering
by: Hoseinnezhad, R., et al.
Published: (2013)
by: Hoseinnezhad, R., et al.
Published: (2013)
Tracking, Identification and Classification of Random Finite Sets
by: Vo, Ba Tuong, et al.
Published: (2013)
by: Vo, Ba Tuong, et al.
Published: (2013)
Multi-target tracking with time-varying clutter rate and detection profile: Application to time-lapse cell microscopy sequences
by: Rezatofighi, S., et al.
Published: (2015)
by: Rezatofighi, S., et al.
Published: (2015)
Multi-Bernoulli based track-before-detect with road constraints
by: Wong, J., et al.
Published: (2012)
by: Wong, J., et al.
Published: (2012)
Multi-Scan Generalized Labeled Multi-Bernoulli Filter
by: Vo, Ba Tuong, et al.
Published: (2018)
by: Vo, Ba Tuong, et al.
Published: (2018)
A stochastic geometric approach to sensor array processing
by: Vo, Ba-Ngu, et al.
Published: (2014)
by: Vo, Ba-Ngu, et al.
Published: (2014)
A Multi-Scan Labeled Random Finite Set Model for Multi-Object State Estimation
by: Vo, Ba-Ngu, et al.
Published: (2019)
by: Vo, Ba-Ngu, et al.
Published: (2019)
Multi-Bernoulli filtering with unknown clutter intensity and sensor field-of-view
by: Vo, Ba Tuong, et al.
Published: (2011)
by: Vo, Ba Tuong, et al.
Published: (2011)
Similar Items
-
Void Probabilities and Cauchy-Schwarz Divergence for Generalized Labeled Multi-Bernoulli Models
by: Beard, Michael, et al.
Published: (2017) -
The Cauchy-Schwarz Divergence for Poisson Point Processes
by: Hung, G., et al.
Published: (2015) -
The Cauchy-Schwarz divergence for poisson point processes
by: Hoang, Hung Gia, et al.
Published: (2014) -
Sensor selection for multi-target tracking via closed form Cauchy-Schwarz divergence
by: Liu, Y., et al.
Published: (2015) -
Multi-Sensor Multi-Object Tracking with the Generalized Labeled Multi-Bernoulli Filter
by: Vo, Ba-Ngu, et al.
Published: (2019)